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Record W4407870670 · doi:10.3390/pr13030625

Effect of Spirulina Microalgae Powder in Gluten-Free Biscuits and Snacks Formulated with Quinoa Flour

2025· article· en· W4407870670 on OpenAlexaff
Ahmed Hussein, Sayed Mostafa, Shymaa Ata, Nefisa A. Hegazy, Ibrahim M. Abu‐Reidah, Ahmed A. Zaky

Bibliographic record

VenueProcesses · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicSeed and Plant Biochemistry
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsSpirulina (dietary supplement)Food scienceGluten freeGlutenWheat flourRice flourWheat glutenMathematicsChemistryRaw material

Abstract

fetched live from OpenAlex

This study evaluated the effects of incorporating spirulina algae powder (SAP) at 3%, 6%, and 9% into quinoa flour (QF) blends to produce gluten-free biscuits and snacks, compared to a 100% QF control. The chemical composition, mineral and amino acid content, antioxidant capacity, starch gelatinization, color, baking quality, sensory properties, and texture were analyzed. SAP was found to have high protein (62.50%), fat (5.92%), and ash (12.90%) content. Increasing the SAP concentration in QF blends resulted in a dose-dependent enhancement in the nutritional value of the biscuits and snacks. Farinograph analysis indicated a positive relationship between SAP percentage and water absorption. The inclusion of SAP significantly altered differential scanning calorimetry (DSC) and viscoamylograph parameters. Biscuit weight, volume, and specific volume decreased with increasing SAP levels. Hunter color measurements showed a SAP concentration-dependent darkening effect, which was supported by sensory assessments. The 9% SAP biscuits and snacks exhibited the greatest antioxidant activity, with DPPH values of 50.18 and 43.6 µmol/g, respectively, and reducing power values of 41.49 and 36.58 µmol/g, respectively. Overall, while all samples were deemed acceptable, the 3% and 6% SAP formulations generally demonstrated better sensory characteristics and improved nutritional profiles, suggesting their potential as suitable options for individuals with gluten sensitivities.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.003
GPT teacher head0.195
Teacher spread0.192 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations12
Published2025
Admission routes1
Has abstractyes

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